od_pair
large_string
alt_idx
int64
choice_set_size
int64
ivt_bus
float64
ivt_train
float64
ivt_gtx
float64
waiting_time
float64
transfer_walk_time
float64
num_transfers
int64
fare
int64
transport_category
large_string
total_duration
float64
in_vehicle_time
float64
walk_time
float64
access_time
float64
egress_time
float64
walk_distance
float64
total_distance
float64
bus_distance
float64
subway_distance
float64
gtx_distance
float64
has_bus
int64
has_train
int64
has_gtx
int64
n_matched
int64
n_total
int64
choice_prob
float64
1002_2521
9
14
960
570
0
526
115
1
1,550
bus+train
2,702
1,530
646
62
469
772.4
12,100.1
5,120.6
6,207.1
0
1
1
0
0
157
0
1002_2521
10
14
1,833
0
0
947
0
2
1,500
bus_only
3,288
1,833
508
51
457
608.8
11,744.9
11,136.2
0
0
1
0
0
0
157
0
1002_2521
11
14
1,898
0
0
935
0
2
1,500
bus_only
3,422
1,898
589
51
538
706.1
12,612.5
11,906.4
0
0
1
0
0
0
157
0
1002_2521
12
14
2,450
0
0
682
108
1
1,600
bus_only
3,827
2,450
695
51
536
831.7
18,451.2
17,619.4
0
0
1
0
0
0
157
0
1002_2521
13
14
492
1,020
0
607
202
1
1,550
bus+train
2,919
1,512
800
62
536
957.8
13,178.5
2,376.1
9,844.6
0
1
1
0
0
157
0
1002_2522
0
15
513
540
0
315
56
1
1,550
bus+train
1,631
1,053
263
199
8
313.5
9,799.1
4,824.6
4,661
0
1
1
0
0
266
0
1002_2522
1
15
495
570
0
685
115
2
1,550
bus+train
2,044
1,065
294
62
117
350.5
10,332
3,774.4
6,207.1
0
1
1
0
0
266
0
1002_2522
2
15
1,605
0
0
826
0
1
1,500
bus_only
2,650
1,605
219
51
168
261.4
10,736.8
10,475.4
0
0
1
0
0
0
266
0
1002_2522
3
15
1,425
0
0
1,292
0
2
1,500
bus_only
2,885
1,425
168
51
117
200.6
10,796.6
10,596
0
0
1
0
0
0
266
0
1002_2522
4
15
1,656
0
0
886
0
1
1,500
bus_only
2,761
1,656
219
51
168
260.9
11,051.5
10,790.6
0
0
1
0
0
0
266
0
1002_2522
5
15
675
570
0
460
115
1
1,550
bus+train
2,050
1,245
345
62
168
411.3
10,272.2
3,653.8
6,207.1
0
1
1
0
266
266
1
1002_2522
6
15
726
570
0
520
115
1
1,550
bus+train
2,161
1,296
345
62
168
410.9
10,587
3,969
6,207.1
0
1
1
0
0
266
0
1002_2522
7
15
389
720
0
543
213
1
1,550
bus+train
2,044
1,109
392
62
117
468.4
10,546.8
2,902.5
7,175.9
0
1
1
0
0
266
0
1002_2522
8
15
426
870
0
439
195
1
1,550
bus+train
2,180
1,296
445
62
188
530.4
11,689.7
2,383.6
8,775.7
0
1
1
0
0
266
0
1002_2522
9
15
2,278
0
0
599
31
2
1,500
bus_only
3,402
2,278
525
38
456
627.4
13,651.3
13,023.9
0
0
1
0
0
0
266
0
1002_2522
10
15
329
870
0
379
195
1
1,550
bus+train
2,296
1,199
718
62
461
859.7
11,585.4
1,949.9
8,775.7
0
1
1
0
0
266
0
1002_2522
11
15
1,470
0
0
1,292
0
2
1,500
bus_only
3,292
1,470
530
51
479
634.9
11,572
10,937.1
0
0
1
0
0
0
266
0
1002_2522
12
15
540
570
0
685
115
2
1,550
bus+train
2,451
1,110
656
62
479
784.8
11,107.4
4,115.5
6,207.1
0
1
1
0
0
266
0
1002_2522
13
15
570
1,020
0
591
202
1
1,550
bus+train
2,921
1,590
740
62
476
886
13,129.3
2,398.7
9,844.6
0
1
1
0
0
266
0
1002_2522
14
15
675
1,020
0
531
202
1
1,550
bus+train
3,003
1,695
777
62
513
930
14,014.2
3,239.6
9,844.6
0
1
1
0
0
266
0
1002_2523
0
12
83
910
0
468
96
2
1,550
bus+train
1,662
993
201
62
43
238.7
10,287.9
914.5
9,134.7
0
1
1
0
0
116
0
1002_2523
1
12
0
870
0
409
278
1
1,550
train_only
1,662
870
383
62
43
456.4
9,435.1
0
8,978.8
0
0
1
0
116
116
1
1002_2523
2
12
553
430
0
592
56
1
1,550
bus+train
1,872
983
297
198
43
354.9
9,190.1
5,118.8
3,716.5
0
1
1
0
0
116
0
1002_2523
3
12
1,358
0
0
816
0
1
1,500
bus_only
2,494
1,358
320
51
269
382.1
10,134.8
9,752.7
0
0
1
0
0
0
116
0
1002_2523
4
12
428
570
0
292
115
1
1,550
bus+train
1,729
998
439
62
262
524
9,662.2
2,931.1
6,207.1
0
1
1
0
0
116
0
1002_2523
5
12
1,306
0
0
756
0
1
1,500
bus_only
2,522
1,306
460
51
409
551
10,004.9
9,453.9
0
0
1
0
0
0
116
0
1002_2523
6
12
376
570
0
232
115
1
1,550
bus+train
1,764
946
586
62
409
700.9
9,540.3
2,632.3
6,207.1
0
1
1
0
0
116
0
1002_2523
7
12
1,458
150
0
651
67
2
1,550
bus+train
2,845
1,608
586
62
457
700.8
11,945.6
9,590.1
1,654.6
0
1
1
0
0
116
0
1002_2523
8
12
1,420
150
0
651
67
2
1,550
bus+train
2,857
1,570
636
62
507
760.3
11,644.7
9,229.7
1,654.6
0
1
1
0
0
116
0
1002_2523
9
12
1,147
570
0
923
115
2
1,550
bus+train
3,282
1,717
642
62
465
767.2
10,864.3
3,890
6,207.1
0
1
1
0
0
116
0
1002_2523
10
12
2,497
0
0
843
72
1
1,500
bus_only
3,984
2,497
644
51
521
771.3
13,857.7
13,086.4
0
0
1
0
0
0
116
0
1002_2523
11
12
1,700
0
0
334
118
1
1,500
bus_only
2,857
1,700
823
198
507
985.8
12,374
11,388.2
0
0
1
0
0
0
116
0
1002_2524
0
24
524
310
0
528
56
2
1,550
bus+train
1,516
834
154
51
47
182.7
8,219.8
5,155
2,882.1
0
1
1
0
0
55
0
1002_2524
1
24
556
310
0
589
56
1
1,550
bus+train
1,756
866
301
198
47
359.6
8,360.5
5,118.8
2,882.1
0
1
1
0
0
55
0
1002_2524
2
24
1,695
0
0
584
75
1
1,500
bus_only
2,549
1,695
270
51
144
321.5
13,346.1
13,024.6
0
0
1
0
0
0
55
0
1002_2524
3
24
1,120
0
0
726
39
2
1,500
bus_only
2,080
1,120
234
51
144
278.5
9,121.5
8,843
0
0
1
0
0
0
55
0
1002_2524
4
24
1,160
0
0
642
0
1
1,500
bus_only
2,166
1,160
364
51
313
434.6
9,105.4
8,670.8
0
0
1
0
0
0
55
0
1002_2524
5
24
0
1,080
0
856
31
1
1,550
train_only
2,243
1,080
307
62
214
365.6
11,105.3
0
10,739.7
0
0
1
0
55
55
1
1002_2524
6
24
215
720
0
626
213
1
1,550
bus+train
1,980
935
419
62
144
500.5
8,856.5
1,180.1
7,175.9
0
1
1
0
0
55
0
1002_2524
7
24
1,038
0
0
382
39
2
1,500
bus_only
1,836
1,038
416
51
326
496.9
9,137.2
8,640.3
0
0
1
0
0
0
55
0
1002_2524
8
24
1,171
0
0
666
39
2
1,500
bus_only
2,218
1,171
381
51
291
454.7
9,656.7
9,202
0
0
1
0
0
0
55
0
1002_2524
9
24
1,746
0
0
524
75
1
1,500
bus_only
2,687
1,746
417
51
291
497.8
13,881.3
13,383.5
0
0
1
0
0
0
55
0
1002_2524
10
24
1,233
0
0
582
0
1
1,500
bus_only
2,320
1,233
505
51
454
604.2
9,733.8
9,129.6
0
0
1
0
0
0
55
0
1002_2524
11
24
266
720
0
626
213
1
1,550
bus+train
2,149
986
537
62
262
640.9
9,355.9
1,539.1
7,175.9
0
1
1
0
0
55
0
1002_2524
12
24
1,053
0
0
372
39
2
1,500
bus_only
1,954
1,053
529
51
439
632.9
9,408.3
8,775.4
0
0
1
0
0
0
55
0
1002_2524
13
24
1,111
0
0
322
39
2
1,500
bus_only
1,977
1,111
544
51
454
650
9,749
9,099.1
0
0
1
0
0
0
55
0
1002_2524
14
24
250
570
0
833
115
1
1,550
bus+train
2,214
820
561
62
384
670.5
8,726.9
1,849.2
6,207.1
0
1
1
0
0
55
0
1002_2524
15
24
265
570
0
895
115
1
1,550
bus+train
2,346
835
616
62
439
737
8,928.5
1,984.4
6,207.1
0
1
1
0
0
55
0
1002_2524
16
24
133
720
0
626
213
1
1,550
bus+train
2,138
853
659
62
384
788.4
8,941.6
977.4
7,175.9
0
1
1
0
0
55
0
1002_2524
17
24
323
570
0
773
115
1
1,550
bus+train
2,297
893
631
62
454
754.1
9,269.2
2,308
6,207.1
0
1
1
0
0
55
0
1002_2524
18
24
572
480
0
552
170
1
1,550
bus+train
2,290
1,052
686
62
454
819.9
10,279.7
4,041.6
5,418.2
0
1
1
0
0
55
0
1002_2524
19
24
1,326
0
0
988
0
2
1,500
bus_only
2,893
1,326
579
51
528
692.1
10,189.4
9,497.2
0
0
1
0
0
0
55
0
1002_2524
20
24
1,989
0
0
746
0
3
1,500
bus_only
3,268
1,989
533
51
482
638.2
11,349.6
10,711.4
0
0
1
0
0
0
55
0
1002_2524
21
24
2,726
0
0
551
72
1
1,500
bus_only
3,890
2,726
613
51
490
733.3
14,265.7
13,532.4
0
0
1
0
0
0
55
0
1002_2524
22
24
309
720
0
626
213
1
1,550
bus+train
2,458
1,029
803
62
528
959.9
9,939.6
1,803.8
7,175.9
0
1
1
0
0
55
0
1002_2524
23
24
1,089
570
0
950
115
2
1,550
bus+train
3,268
1,659
659
62
482
788.1
10,885
3,889.8
6,207.1
0
1
1
0
0
55
0
1002_2525
0
13
506
210
0
402
56
1
1,550
bus+train
1,379
716
261
198
7
311.8
7,405.9
5,118.8
1,975.3
0
1
1
0
0
87
0
1002_2525
1
13
87
720
0
489
213
1
1,550
bus+train
1,680
807
384
62
109
458.5
8,126.9
492.5
7,175.9
0
1
1
0
0
87
0
1002_2525
2
13
1,137
0
0
213
0
0
1,500
bus_only
1,849
1,137
499
416
83
597.4
9,448.1
8,850.7
0
0
1
0
0
0
87
0
1002_2525
3
13
1,235
0
0
313
120
1
1,500
bus_only
1,815
1,235
267
38
109
318.4
9,571.6
9,253.1
0
0
1
0
0
0
87
0
1002_2525
4
13
248
570
0
709
115
2
1,550
bus+train
1,813
818
286
62
109
340.6
7,989.6
1,441.9
6,207.1
0
1
1
0
0
87
0
1002_2525
5
13
1,296
0
0
373
120
1
1,500
bus_only
2,099
1,296
430
38
272
513.6
10,106.4
9,592.9
0
0
1
0
0
0
87
0
1002_2525
6
13
172
570
0
512
115
1
1,550
bus+train
1,767
742
513
62
336
612.4
8,133.2
1,313.6
6,207.1
0
1
1
0
0
87
0
1002_2525
7
13
309
570
0
769
115
2
1,550
bus+train
2,097
879
449
62
272
535.7
8,524.4
1,781.6
6,207.1
0
1
1
0
0
87
0
1002_2525
8
13
148
720
0
549
213
1
1,550
bus+train
1,964
868
547
62
272
653.6
8,661.7
832.3
7,175.9
0
1
1
0
0
87
0
1002_2525
9
13
114
570
0
452
115
1
1,550
bus+train
1,717
684
581
62
404
694.4
7,869.5
968
6,207.1
0
1
1
0
87
87
1
1002_2525
10
13
1,198
0
0
213
0
0
1,500
bus_only
2,099
1,198
688
416
272
824.3
10,014.7
9,190.4
0
0
1
0
0
0
87
0
1002_2525
11
13
724
0
0
575
0
2
1,500
bus_only
1,897
724
598
198
400
717.1
7,527.4
6,810.3
0
0
1
0
0
0
87
0
1002_2525
12
13
169
720
0
677
130
1
1,550
bus+train
2,304
889
738
62
546
883.3
8,287.9
228.8
7,175.9
0
1
1
0
0
87
0
1002_2526
0
4
0
570
0
395
0
0
1,550
train_only
1,298
570
333
62
271
397.1
6,604.2
0
6,207.1
0
0
1
0
63
63
1
1002_2526
1
4
440
0
0
699
11
2
1,500
bus_only
1,764
440
625
51
563
748.3
6,310.9
5,562.6
0
0
1
0
0
0
63
0
1002_2526
2
4
473
0
0
519
11
1
1,500
bus_only
1,764
473
772
198
563
925.2
6,451.6
5,526.4
0
0
1
0
0
0
63
0
1002_2526
3
4
26
570
0
456
138
1
1,550
bus+train
1,905
596
853
62
653
1,021.5
7,687.4
458.8
6,207.1
0
1
1
0
0
63
0
1002_2527
0
7
517
0
0
337
0
1
1,500
bus_only
987
517
133
51
82
158.7
5,313.6
5,155
0
0
1
0
0
0
25
0.142857
1002_2527
1
7
513
0
0
62
0
0
1,500
bus_only
857
513
282
199
83
337.3
5,161.9
4,824.6
0
0
1
0
0
0
25
0.142857
1002_2527
2
7
583
0
0
748
0
0
1,500
bus_only
1,750
583
419
198
221
501.7
5,888.5
5,386.8
0
0
1
0
0
0
25
0.142857
1002_2527
3
7
545
0
0
933
0
1
1,500
bus_only
1,750
545
272
51
221
324.8
5,747.8
5,423
0
0
1
0
0
0
25
0.142857
1002_2527
4
7
539
0
0
108
0
1
1,500
bus_only
1,159
539
512
199
313
613.4
5,741.5
5,128.1
0
0
1
0
0
0
25
0.142857
1002_2527
5
7
479
0
0
337
0
1
1,500
bus_only
1,333
479
517
51
466
618.6
5,426.3
4,807.8
0
0
1
0
0
0
25
0.142857
1002_2527
6
7
476
0
0
122
0
0
1,500
bus_only
1,263
476
665
199
466
796.1
5,273.4
4,477.3
0
0
1
0
0
0
25
0.142857
1002_2528
0
11
635
0
0
662
54
1
1,500
bus_only
1,479
635
182
51
77
216.5
6,227.2
6,010.7
0
0
1
0
0
0
17
0.090909
1002_2528
1
11
508
80
0
234
56
1
1,550
bus+train
1,086
588
264
198
10
315.6
6,400.8
5,118.8
966.4
0
1
1
0
0
17
0.090909
1002_2528
2
11
766
0
0
542
0
0
1,500
bus_only
1,792
766
484
199
285
579
4,705
4,126
0
0
1
0
0
0
17
0.090909
1002_2528
3
11
718
0
0
226
0
2
1,500
bus_only
1,228
718
284
198
86
339.9
6,791.9
6,452
0
0
1
0
0
0
17
0.090909
1002_2528
4
11
651
0
0
179
214
1
1,500
bus_only
1,381
651
551
198
139
660.2
6,741
6,080.9
0
0
1
0
0
0
17
0.090909
1002_2528
5
11
847
0
0
286
0
1
1,500
bus_only
1,663
847
530
198
332
633.9
6,390.2
5,756.3
0
0
1
0
0
0
17
0.090909
1002_2528
6
11
680
0
0
286
0
2
1,500
bus_only
1,496
680
530
198
332
633.9
6,783.1
6,149.2
0
0
1
0
0
0
17
0.090909
1002_2528
7
11
589
0
0
602
54
1
1,500
bus_only
1,753
589
562
51
457
672.4
6,206.3
5,533.9
0
0
1
0
0
0
17
0.090909
1002_2528
8
11
695
0
0
179
214
1
1,500
bus_only
1,514
695
640
198
228
766.2
7,015.6
6,249.4
0
0
1
0
0
0
17
0.090909
1002_2528
9
11
550
0
0
575
0
1
1,500
bus_only
1,716
550
591
51
540
707.7
6,412
5,704.3
0
0
1
0
0
0
17
0.090909
1002_2528
10
11
804
0
0
482
0
0
1,500
bus_only
1,925
804
639
199
440
765.1
5,384.7
4,619.7
0
0
1
0
0
0
17
0.090909
1002_2532
0
6
449
0
0
615
0
1
1,500
bus_only
1,121
449
57
38
19
66.4
3,267.5
3,201.1
0
0
1
0
0
0
14
0.166667
1002_2532
1
6
361
0
0
266
31
1
1,500
bus_only
838
361
211
38
142
251.2
2,974.1
2,722.9
0
0
1
0
0
0
14
0.166667
1002_2532
2
6
391
0
0
340
0
0
1,500
bus_only
1,121
391
390
371
19
466.1
3,380.5
2,914.4
0
0
1
0
0
0
14
0.166667
1002_2532
3
6
642
0
0
399
0
2
1,500
bus_only
1,312
642
271
38
233
323.2
5,462.8
5,139.6
0
0
1
0
0
0
14
0.166667
1002_2532
4
6
427
0
0
383
31
2
1,500
bus_only
1,146
427
336
38
267
400.7
3,357.7
2,957
0
0
1
0
0
0
14
0.166667
1002_2532
5
6
531
0
0
345
110
2
1,500
bus_only
1,471
531
595
38
447
712.2
4,435.6
3,723.4
0
0
1
0
0
0
14
0.166667
1002_2533
0
12
368
0
0
803
0
1
1,500
bus_only
1,384
368
213
38
175
253.1
2,925.1
2,672
0
0
1
0
0
0
19
0.083333
1002_2533
1
12
300
0
0
194
9
1
1,500
bus_only
906
300
412
184
219
491.3
3,084.1
2,592.8
0
0
1
0
0
0
19
0.083333
1002_2533
2
12
250
0
0
588
0
0
1,500
bus_only
1,384
250
546
371
175
652.8
3,038.1
2,385.3
0
0
1
0
0
0
19
0.083333